Study on the Interaction of Bovine Serum Albumin with Riboflavin by Fluorescence Spectroscopy
Bibliographic record
Abstract
The binding reaction of riboflavin with bovine serum albumin was studied by fluorescence spectroscopy.It was shown that riboflavin had a strong ability of quenching the fluorescence of BSA.The Stem-Volmer curve and double logarithm equation of the fluorescence quenching of BSA by riboflavin indicated that the quenching mechanism was a dynamic quenching;the binding constants(KSV) were 1.3658×105 L·mol-1(293 K) and 1.5082×105 L·mol-1(310 K),respectively.The thermodynamic parameters showed that the interaction of riboflavin and BSA was mainly driven by hydrophobic force.Synchronous spectroscopy was used to investigate the conformational changes of BSA.
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How this classification was reachedexpand
Full frame distilled prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 0.000 |
Machine scores (provisional)
The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.
Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".